High-voltage isolating switch overheating state predicting method based on PSO-SVM

A PSO-SVM, high-voltage isolation switch technology, applied in the field of electric power engineering, can solve the problems of difficult to obtain accurate diagnosis results from learning samples, insufficient neural network algorithm promotion ability, and no high-voltage isolation switch overheating state prediction method.

Inactive Publication Date: 2018-06-22
STATE GRID PUTIAN ELECTRIC POWER SUPPLY +1
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  • Abstract
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  • Claims
  • Application Information

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Problems solved by technology

However, the generalization ability of the neural network algorithm is insufficient, and it is difficult to obtain accurate diagnosis results when the learning samples are incomplete in actual engineering.
[0005

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  • High-voltage isolating switch overheating state predicting method based on PSO-SVM
  • High-voltage isolating switch overheating state predicting method based on PSO-SVM
  • High-voltage isolating switch overheating state predicting method based on PSO-SVM

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Embodiment Construction

[0060] The present invention will be further described in detail below in conjunction with the accompanying drawings and embodiments.

[0061] In order to realize the accurate prediction of the heating state of the high-voltage isolating switch, adopt a targeted maintenance strategy for the operating state of the isolating switch in time, and reduce the occurrence of power outage accidents, the present invention provides a method for predicting the overheating state of the high-voltage isolating switch based on PSO-SVM, considering Multiple factors affecting the heating of isolating switches were identified, and the particle swarm optimization support vector machine artificial intelligence algorithm was used to establish a prediction model for the overheating state of high-voltage isolating switches, and the prediction was made through the established prediction model.

[0062] Support Vector Machine SVM (Support Vector Machine) is a machine learning algorithm based on the prin...

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Abstract

The invention relates to a high-voltage isolating switch overheating state predicting method based on a PSO-SVM. Multiple factors influencing heating of an isolating switch like the load current, therated current, the environment temperature, the pollution grade, the latest overhauling year and the running state of the isolating switch are considered, an artificial intelligence algorithm of the particle swarm optimization support vector machine is adopted, and a high-voltage isolating switch overheating state predicting model is built. During application, original data or a testing sample during running of the high-voltage isolating switch is input to the built prediction model, the isolating switch state is predicted so that the heating state of the high-voltage isolating switch can be accurately predicted, a targeted overhauling strategy is timely taken aiming at the running state of the isolating switch, and the occurrence of power failure accidents is reduced.

Description

technical field [0001] The invention relates to the field of electric power engineering, and more particularly, to a method for predicting the overheating state of a high-voltage isolation switch based on PSO-SVM. Background technique [0002] High-voltage isolating switch is an important equipment used in conjunction with circuit breakers in substations, transmission and distribution lines, and its operation quality is closely related to the safety and stability of the power system. In the long-term operation of the isolation switch, due to the external environment, mechanical wear, arc ablation and poor contact, its overheating defects often occur. In the operation site, most of the high-voltage isolation switches do not have temperature monitoring equipment to monitor their operating temperature. [0003] Usually, the operation and maintenance personnel use infrared temperature measurement to detect the operating temperature of the isolation switch during regular inspect...

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Application Information

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IPC IPC(8): G06F17/50G06N3/00
CPCG06N3/006G06F30/20Y02E60/00
Inventor 柯拥勤庄建煌林益鹤林明星高锵源
Owner STATE GRID PUTIAN ELECTRIC POWER SUPPLY
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